{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8b120de6-08a6-43e6-889f-8117767cbab3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       0           1           2          3          4          5       \\\n",
      "0    track_id        type  traveled_d  avg_speed        lat        lon   \n",
      "1           1         Car       48.85   9.770344  37.977391  23.737688   \n",
      "2           2  Motorcycle       98.09  19.839417  37.977642  23.737400   \n",
      "3           3  Motorcycle       63.80  18.228752  37.977997  23.737264   \n",
      "4           4  Motorcycle      145.72  26.229014  37.978135  23.737072   \n",
      "..        ...         ...         ...        ...        ...        ...   \n",
      "918       918         Car       78.83  30.846243  37.980629  23.735083   \n",
      "919       919  Motorcycle       19.50   9.234518  37.979327  23.735628   \n",
      "920       920         Car       48.97  24.486209  37.978413  23.735528   \n",
      "921       921  Motorcycle       46.68  30.007124  37.980020  23.736861   \n",
      "922       922         Car       35.00  23.335533  37.978428  23.735538   \n",
      "\n",
      "      6        7        8           9       ... 122821 122822 122823 122824  \\\n",
      "0      speed  lon_acc  lat_acc        time  ...   None   None   None   None   \n",
      "1     4.9178   0.0518  -0.0299    0.000000  ...   None   None   None   None   \n",
      "2    16.9759  -0.0361  -0.0228    0.000000  ...   None   None   None   None   \n",
      "3    20.1906  -0.0795  -0.3395    0.000000  ...   None   None   None   None   \n",
      "4     2.7555  -0.0302   0.0948    0.000000  ...   None   None   None   None   \n",
      "..       ...      ...      ...         ...  ...    ...    ...    ...    ...   \n",
      "918  38.2160   0.0372  -0.0533  809.600000  ...   None   None   None   None   \n",
      "919   2.9344   0.0011  -0.0237  811.200000  ...   None   None   None   None   \n",
      "920  22.8316  -0.0250  -0.0808  811.600000  ...   None   None   None   None   \n",
      "921  32.3581  -0.0493  -0.1050  813.200000  ...   None   None   None   None   \n",
      "922  24.1909  -0.0077  -0.0660  813.400000  ...   None   None   None   None   \n",
      "\n",
      "    122825 122826 122827 122828 122829 122830  \n",
      "0     None   None   None   None   None   None  \n",
      "1     None   None   None   None   None   None  \n",
      "2     None   None   None   None   None   None  \n",
      "3     None   None   None   None   None   None  \n",
      "4     None   None   None   None   None   None  \n",
      "..     ...    ...    ...    ...    ...    ...  \n",
      "918   None   None   None   None   None   None  \n",
      "919   None   None   None   None   None   None  \n",
      "920   None   None   None   None   None   None  \n",
      "921   None   None   None   None   None   None  \n",
      "922   None   None   None   None   None   None  \n",
      "\n",
      "[923 rows x 122831 columns]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\HP\\miniconda3\\envs\\python39\\lib\\site-packages\\matplotlib\\collections.py:996: RuntimeWarning: invalid value encountered in sqrt\n",
      "  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load acceleration.py\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import math\n",
    "\n",
    "# 读取 CSV 文件\n",
    "df = pd.read_csv(\"20181024_d1_0830_0900.csv\", encoding=\"utf-8\", header=None)\n",
    "\n",
    "# 使用 ';' 分隔列数据并转换为多个列\n",
    "df_split = df[0].str.split('; ', expand=True)\n",
    "print(df_split)\n",
    "\n",
    "x = []\n",
    "y = []\n",
    "xaccleration = []\n",
    "yaccleration = []\n",
    "accleration = []\n",
    "zhengfu = []\n",
    "feature_values = []\n",
    "speed1 = []\n",
    "\n",
    "# 从第二行起提取数据\n",
    "for i in range(1, len(df_split)):  # 从第二行开始\n",
    "    for j in range(0, (len(df_split.columns) -4)// 6):  # 根据数据每6列一个周期提取数据\n",
    "        # 确保x和y是数值类型\n",
    "        if pd.isnull(df_split.iloc[i, 6 * j + 4]) or (df_split.iloc[i, 6 * j + 4]==''):\n",
    "            break\n",
    "        try:\n",
    "            y_value = float(df_split.iloc[i, 6 * j + 4])  # 尝试将y值转换为float\n",
    "            y.append(y_value)\n",
    "        except ValueError:\n",
    "            print(i)\n",
    "            print(j)\n",
    "            print(df_split.iloc[i, 6 * j + 4])\n",
    "        x.append(float(df_split.iloc[i, 6 * j + 5]))  # 获取x坐标并转换为float\n",
    "        # 将加速度值转换为float类型\n",
    "        xaccleration.append(float(df_split.iloc[i, 6 * j + 7]))  \n",
    "        yaccleration.append(float(df_split.iloc[i, 6 * j + 8]))  \n",
    "        # 将速度值转换为float类型\n",
    "        speed1.append(float(df_split.iloc[i, 6 * j + 6]))  # 获取特征值\n",
    "\n",
    "# 计算加速度\n",
    "accleration = list(map(lambda x, y: math.sqrt(x**2 + y**2), xaccleration, yaccleration))\n",
    "\n",
    "# 判断速度的变化趋势\n",
    "for i in range(0, len(speed1) - 1):\n",
    "    if speed1[i] <= speed1[i + 1]:\n",
    "        zhengfu.append(1)\n",
    "    else:\n",
    "        zhengfu.append(-1)\n",
    "zhengfu.append(zhengfu[len(zhengfu) - 2])  # 最后一项与倒数第二项相同\n",
    "\n",
    "# 计算特征值\n",
    "feature_values = list(map(lambda x, y: x * y, accleration, zhengfu))\n",
    "\n",
    "# 绘制散点图\n",
    "plt.figure(figsize=(10, 6))  # 设置图形大小\n",
    "plt.scatter(x, y, c=feature_values, cmap='viridis', s=np.array(feature_values) / 10)  # 除以10来缩放点的大小\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.title('Scatter Plot with Feature Values')\n",
    "\n",
    "# 设置坐标轴刻度显示间隔\n",
    "plt.xticks(np.arange(min(x), max(x), (max(x) - min(x)) / 5))  # x轴每隔一定范围显示一个刻度\n",
    "plt.yticks(np.arange(min(y), max(y), (max(y) - min(y)) / 5))  # y轴每隔一定范围显示一个刻度\n",
    "\n",
    "# 旋转坐标轴标签，避免重叠\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签45度\n",
    "plt.yticks(rotation=45)  # 旋转y轴标签45度\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(True)\n",
    "\n",
    "# 添加色标\n",
    "plt.colorbar(label='Feature Value')  # 添加色标\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8851c083-deea-47d7-9ae5-71e282c668fa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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